{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8b9bbfc9-8c7c-4bd0-a985-cf0a7c34c55b",
   "metadata": {},
   "source": [
    "深度卷积神经网络"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9238bd3d-5aaa-4b39-9f17-a2bc472efc8e",
   "metadata": {},
   "source": [
    "虽然LeNet可\n",
    "以在早期的⼩数据集上取得好的成绩，但是在更⼤的真实数据集上的表现并不尽如⼈意。⼀⽅⾯，神经\n",
    "⽹络计算复杂。虽然20世纪90年代也有过⼀些针对神经⽹络的加速硬件，但并没有像之后GPU那样⼤量\n",
    "普及。因此，训练⼀个多通道、多层和有⼤量参数的卷积神经⽹络在当年很难完成。另⼀⽅⾯，当年研\n",
    "究者还没有⼤量深⼊研究参数初始化和⾮凸优化算法等诸多领域，导致复杂的神经⽹络的训练通常较困\n",
    "难。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f18bad93-0409-45e4-a9eb-a54fe3c98a6f",
   "metadata": {},
   "source": [
    "端到端图像分类研究的流程是：1、获取图像数据集2、使用已有的特征提取函数生成图像的特征3、使用机器学习模型对图像的特征分类。计算机视觉流程中真正重要的是数据和特征。也就是说，使⽤较⼲净的数据集和较有效的特征甚⾄\r\n",
    "⽐机器学习模型的选择对图像分类结果的影响更⼤。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14a8d241-bad1-42e0-b574-b30662d8836f",
   "metadata": {},
   "source": [
    "1.1学习特征表示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a024f3a-d2f1-4586-8158-520f26490172",
   "metadata": {},
   "source": [
    "一些研究者认为，特征应该由模型自动学习，并以分级方式表示复杂输入。在多层神经网络中，低层可以学习边缘信息，中层识别花纹或局部结构，高层则形成完整物体的概念，最终实现分类。这种逐级表示的学习依赖于网络参数的训练。然而，早期的研究由于多种限制，未能成功实现这一目标，直到AlexNet等深度网络的出现才真正推动了视觉数据的层级表征学习。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7598ea57-f0c4-4d98-bd89-482cb900fde6",
   "metadata": {},
   "source": [
    "缺失要素一:数据。包含许多特征的深度模型需要大量的有标签的数据才能表现优于其他经典方法。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e94a46c9-1ab1-4376-8764-26a44f337659",
   "metadata": {},
   "source": [
    "缺失要素二:硬件。深度学习对计算资源要求很高"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb0d6f5a-1a16-42bb-9d68-14ecb8539835",
   "metadata": {},
   "source": [
    "1.2ALEXNET"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "a744b933-5c6e-4c11-91d8-c508082d6316",
   "metadata": {},
   "source": [
    "使用8层卷积神经网络，首次证明了学习到的特征可以超越手工设计的特征。\n",
    "![image.png](attachment:e0aeb604-0805-4b8e-85af-28d07f964ab0.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a36a79df-d0fe-4eed-9f67-461a45bb5224",
   "metadata": {},
   "source": [
    "第一层的卷积窗口使用的是11×11，因为图像的物体占用更多的像素，所以要使用更大的卷积窗口来捕获物体。第二个卷积层形状减少到5×5，之后全使用3×3。此外在第一、二、五个卷积层之后都使用窗口形状为3×3，步幅为2的最大池化层。使用的卷积通道数是卷积神经网络的数十倍。最后一个卷积层的是两个输出个数为4096的全连接层"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98196522-b7d9-40d9-9a48-f6f275f8de93",
   "metadata": {},
   "source": [
    "第二将sigmoid激活函数改成了更加简单的ReLU激活函数。Relu激活函数计算更加简单，没有求幂运算。另一方面，Relu激活函数在不同的参数初始化的方法下更容易训练。这是由于当sigmoid激活函数输出极接近0或1时，这些区域的梯度⼏乎为0，\n",
    "从⽽造成反向传播⽆法继续更新部分模型参数；⽽ReLU激活函数在正区间的梯度恒为1。因此，若模型\n",
    "参数初始化不当，sigmoid函数可能在正区间得到⼏乎为0的梯度，从⽽令模型⽆法得到有效训练。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb253b36-2842-43b5-b444-8374fe2f35dd",
   "metadata": {},
   "source": [
    "第三AlexNet通过丢弃法来控制全连接层的模型复杂度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b5015bf-e196-450e-ab1c-7f74eb98079e",
   "metadata": {},
   "source": [
    "第四AlexNet引⼊了⼤量的图像增⼴，如翻转、裁剪和颜色变化，进一步扩大数据集来缓和过拟合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "20d838e4-2c7c-4272-a18c-962a016b9e32",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import torch\n",
    "from torch import nn,optim\n",
    "import torchvision\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"..\")\n",
    "import d2lzh_pytorch as d2l\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "\n",
    "class AlexNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(AlexNet,self).__init__()\n",
    "        self.conv = nn.Sequential(\n",
    "            nn.Conv2d(1,96,11,4),\n",
    "            nn.ReLU(),\n",
    "            nn.MaxPool2d(3,2),\n",
    "            nn.Conv2d(96, 256, 5, 1, 2),\n",
    "            nn.ReLU(),\n",
    "            nn.MaxPool2d(3,2),#连续三个卷积层，且使用更小的卷积窗口，处理最后的卷积层外，进一步增大了输出通道的数量\n",
    "            #前两个卷积层后不使用池化层来减少输入的高和宽\n",
    "            nn.Conv2d(256, 384, 3, 1, 1),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(384, 384, 3, 1, 1),\n",
    "            nn.ReLU(),\n",
    "            nn.Conv2d(384, 256, 3, 1, 1),\n",
    "            nn.ReLU(),\n",
    "            nn.MaxPool2d(3,2)\n",
    "        )\n",
    "        #这里的全连接层的输出个数比LeNet中的大数倍。使用丢弃层来缓解过拟合\n",
    "        self.fc = nn.Sequential(\n",
    "            nn.Linear(256*5*5, 4096),\n",
    "            nn.ReLU(),\n",
    "            nn.Dropout(0.5),\n",
    "            nn.Linear(4096,4096),\n",
    "            nn.ReLU(),\n",
    "            nn.Dropout(0.5),\n",
    "            #输出层由于使用的是Fashion-MNIST数据集，所以类别数是10\n",
    "            nn.Linear(4096,10)\n",
    "        )\n",
    "    def forwaed(self, img):\n",
    "        feature = self.conv(img)\n",
    "        output = self.fc(feature.view(img.shape[0], -1))\n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c405fab2-45e5-4730-95db-f425192b6f38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AlexNet(\n",
      "  (conv): Sequential(\n",
      "    (0): Conv2d(1, 96, kernel_size=(11, 11), stride=(4, 4))\n",
      "    (1): ReLU()\n",
      "    (2): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (3): Conv2d(96, 256, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2))\n",
      "    (4): ReLU()\n",
      "    (5): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "    (6): Conv2d(256, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (7): ReLU()\n",
      "    (8): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (9): ReLU()\n",
      "    (10): Conv2d(384, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "    (11): ReLU()\n",
      "    (12): MaxPool2d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  )\n",
      "  (fc): Sequential(\n",
      "    (0): Linear(in_features=6400, out_features=4096, bias=True)\n",
      "    (1): ReLU()\n",
      "    (2): Dropout(p=0.5, inplace=False)\n",
      "    (3): Linear(in_features=4096, out_features=4096, bias=True)\n",
      "    (4): ReLU()\n",
      "    (5): Dropout(p=0.5, inplace=False)\n",
      "    (6): Linear(in_features=4096, out_features=10, bias=True)\n",
      "  )\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "net = AlexNet()\n",
    "print(net)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b04bf609-9119-4b7f-b0e6-20d6fa31d32c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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